Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	400
Missing cells	1,012
Missing cells (%)	10.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	81.2 KiB
Average record size in memory	208.0 B

Variable types

Numeric	6
Categorical	14
Boolean	5

Alerts

`al` is highly overall correlated with `bu` and 6 other fields	High correlation
`ane` is highly overall correlated with `bu` and 4 other fields	High correlation
`bgr` is highly overall correlated with `su`	High correlation
`bu` is highly overall correlated with `al` and 4 other fields	High correlation
`cad` is highly overall correlated with `rbcc`	High correlation
`class` is highly overall correlated with `al` and 9 other fields	High correlation
`dm` is highly overall correlated with `class` and 5 other fields	High correlation
`hemo` is highly overall correlated with `ane` and 3 other fields	High correlation
`htn` is highly overall correlated with `al` and 5 other fields	High correlation
`pc` is highly overall correlated with `al` and 4 other fields	High correlation
`pcc` is highly overall correlated with `pc`	High correlation
`pcv` is highly overall correlated with `ane` and 5 other fields	High correlation
`rbc` is highly overall correlated with `al` and 4 other fields	High correlation
`rbcc` is highly overall correlated with `ane` and 5 other fields	High correlation
`sc` is highly overall correlated with `al` and 8 other fields	High correlation
`sg` is highly overall correlated with `class`	High correlation
`sod` is highly overall correlated with `al` and 1 other fields	High correlation
`su` is highly overall correlated with `bgr` and 1 other fields	High correlation
`su` is highly imbalanced (59.6%)	Imbalance
`pcc` is highly imbalanced (51.2%)	Imbalance
`ba` is highly imbalanced (69.0%)	Imbalance
`cad` is highly imbalanced (57.9%)	Imbalance
`age` has 9 (2.2%) missing values	Missing
`bp` has 12 (3.0%) missing values	Missing
`sg` has 47 (11.8%) missing values	Missing
`al` has 46 (11.5%) missing values	Missing
`su` has 49 (12.2%) missing values	Missing
`rbc` has 152 (38.0%) missing values	Missing
`pc` has 65 (16.2%) missing values	Missing
`bgr` has 44 (11.0%) missing values	Missing
`bu` has 19 (4.8%) missing values	Missing
`sc` has 17 (4.2%) missing values	Missing
`sod` has 87 (21.8%) missing values	Missing
`pot` has 88 (22.0%) missing values	Missing
`hemo` has 52 (13.0%) missing values	Missing
`pcv` has 71 (17.8%) missing values	Missing
`wbcc` has 106 (26.5%) missing values	Missing
`rbcc` has 131 (32.8%) missing values	Missing

Reproduction

Analysis started	2025-07-18 09:19:05.502980
Analysis finished	2025-07-18 09:19:26.932899
Duration	21.43 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

age
Real number (ℝ)

Missing

Distinct	76
Distinct (%)	19.4%
Missing	9
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	51.483376

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	2
5-th percentile	19
Q1	42
median	55
Q3	64.5
95-th percentile	74.5
Maximum	90
Range	88
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	17.169714
Coefficient of variation (CV)	0.33350016
Kurtosis	0.057840495
Mean	51.483376
Median Absolute Deviation (MAD)	10
Skewness	-0.66825947
Sum	20130
Variance	294.79908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	19	4.8%
65	17	4.2%
48	12	3.0%
50	12	3.0%
55	12	3.0%
47	11	2.8%
56	10	2.5%
59	10	2.5%
45	10	2.5%
54	10	2.5%
Other values (66)	268	67.0%

Value	Count	Frequency (%)
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	2	0.5%
6	1	0.2%
7	1	0.2%
8	3	0.8%
11	1	0.2%
12	2	0.5%
14	1	0.2%

Value	Count	Frequency (%)
90	1	0.2%
83	1	0.2%
82	1	0.2%
81	1	0.2%
80	4	1.0%
79	1	0.2%
78	1	0.2%
76	5	1.2%
75	5	1.2%
74	3	0.8%

bp
Categorical

Missing

Distinct	10
Distinct (%)	2.6%
Missing	12
Missing (%)	3.0%
Memory size	6.2 KiB

80	116
70	112
60	71
90	53
100	25
Other values (5)	11

Length

Max length	3
Median length	2
Mean length	2.0798969
Min length	2

Characters and Unicode

Total characters	807
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.8%

Sample

1st row	80
2nd row	50
3rd row	80
4th row	70
5th row	80

Common Values

Value	Count	Frequency (%)
80	116	29.0%
70	112	28.0%
60	71	17.8%
90	53	13.2%
100	25	6.2%
50	5	1.2%
110	3	0.8%
140	1	0.2%
180	1	0.2%
120	1	0.2%
(Missing)	12	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80	116	29.9%
70	112	28.9%
60	71	18.3%
90	53	13.7%
100	25	6.4%
50	5	1.3%
110	3	0.8%
140	1	0.3%
180	1	0.3%
120	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	413	51.2%
8	117	14.5%
7	112	13.9%
6	71	8.8%
9	53	6.6%
1	34	4.2%
5	5	0.6%
4	1	0.1%
2	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	807	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	413	51.2%
8	117	14.5%
7	112	13.9%
6	71	8.8%
9	53	6.6%
1	34	4.2%
5	5	0.6%
4	1	0.1%
2	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	807	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	413	51.2%
8	117	14.5%
7	112	13.9%
6	71	8.8%
9	53	6.6%
1	34	4.2%
5	5	0.6%
4	1	0.1%
2	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	807	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	413	51.2%
8	117	14.5%
7	112	13.9%
6	71	8.8%
9	53	6.6%
1	34	4.2%
5	5	0.6%
4	1	0.1%
2	1	0.1%

sg
Categorical

High correlation Missing

Distinct	5
Distinct (%)	1.4%
Missing	47
Missing (%)	11.8%
Memory size	6.2 KiB

1.02	106
1.01	84
1.025	81
1.015	75
1.005	7

Length

Max length	5
Median length	4
Mean length	4.4617564
Min length	4

Characters and Unicode

Total characters	1,575
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.02
2nd row	1.02
3rd row	1.01
4th row	1.005
5th row	1.01

Common Values

Value	Count	Frequency (%)
1.02	106	26.5%
1.01	84	21.0%
1.025	81	20.2%
1.015	75	18.8%
1.005	7	1.8%
(Missing)	47	11.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.02	106	30.0%
1.01	84	23.8%
1.025	81	22.9%
1.015	75	21.2%
1.005	7	2.0%

Most occurring characters

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

al
Categorical

High correlation Missing

Distinct	6
Distinct (%)	1.7%
Missing	46
Missing (%)	11.5%
Memory size	6.2 KiB

0	199
1	44
2	43
3	43
4	24

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	354
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	1
2nd row	4
3rd row	2
4th row	4
5th row	2

Common Values

Value	Count	Frequency (%)
0	199	49.8%
1	44	11.0%
2	43	10.8%
3	43	10.8%
4	24	6.0%
5	1	0.2%
(Missing)	46	11.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	199	56.2%
1	44	12.4%
2	43	12.1%
3	43	12.1%
4	24	6.8%
5	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	199	56.2%
1	44	12.4%
2	43	12.1%
3	43	12.1%
4	24	6.8%
5	1	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	199	56.2%
1	44	12.4%
2	43	12.1%
3	43	12.1%
4	24	6.8%
5	1	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	199	56.2%
1	44	12.4%
2	43	12.1%
3	43	12.1%
4	24	6.8%
5	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	199	56.2%
1	44	12.4%
2	43	12.1%
3	43	12.1%
4	24	6.8%
5	1	0.3%

su
Categorical

High correlation Imbalance Missing

Distinct	6
Distinct (%)	1.7%
Missing	49
Missing (%)	12.2%
Memory size	6.2 KiB

0	290
2	18
3	14
4	13
1	13

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	351
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	3
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	290	72.5%
2	18	4.5%
3	14	3.5%
4	13	3.2%
1	13	3.2%
5	3	0.8%
(Missing)	49	12.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	290	82.6%
2	18	5.1%
3	14	4.0%
4	13	3.7%
1	13	3.7%
5	3	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	290	82.6%
2	18	5.1%
3	14	4.0%
4	13	3.7%
1	13	3.7%
5	3	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	351	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	290	82.6%
2	18	5.1%
3	14	4.0%
4	13	3.7%
1	13	3.7%
5	3	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	351	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	290	82.6%
2	18	5.1%
3	14	4.0%
4	13	3.7%
1	13	3.7%
5	3	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	351	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	290	82.6%
2	18	5.1%
3	14	4.0%
4	13	3.7%
1	13	3.7%
5	3	0.9%

rbc
Categorical

High correlation Missing

Distinct	2
Distinct (%)	0.8%
Missing	152
Missing (%)	38.0%
Memory size	6.2 KiB

normal	201
abnormal	47

Length

Max length	8
Median length	6
Mean length	6.3790323
Min length	6

Characters and Unicode

Total characters	1,582
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	201	50.2%
abnormal	47	11.8%
(Missing)	152	38.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	201	81.0%
abnormal	47	19.0%

Most occurring characters

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

pc
Categorical

High correlation Missing

Distinct	2
Distinct (%)	0.6%
Missing	65
Missing (%)	16.2%
Memory size	6.2 KiB

normal	259
abnormal	76

Length

Max length	8
Median length	6
Mean length	6.4537313
Min length	6

Characters and Unicode

Total characters	2,162
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	abnormal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	259	64.8%
abnormal	76	19.0%
(Missing)	65	16.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	259	77.3%
abnormal	76	22.7%

Most occurring characters

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

pcc
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	6.2 KiB

notpresent	354
present	42

Length

Max length	10
Median length	10
Mean length	9.6818182
Min length	7

Characters and Unicode

Total characters	3,834
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	present
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	354	88.5%
present	42	10.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notpresent	354	89.4%
present	42	10.6%

Most occurring characters

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

ba
Categorical

Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	6.2 KiB

notpresent	374
present	22

Length

Max length	10
Median length	10
Mean length	9.8333333
Min length	7

Characters and Unicode

Total characters	3,894
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	notpresent
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	374	93.5%
present	22	5.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notpresent	374	94.4%
present	22	5.6%

Most occurring characters

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

bgr
Real number (ℝ)

High correlation Missing

Distinct	146
Distinct (%)	41.0%
Missing	44
Missing (%)	11.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.03652

Minimum	22
Maximum	490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	22
5-th percentile	78.75
Q1	99
median	121
Q3	163
95-th percentile	307.25
Maximum	490
Range	468
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	79.281714
Coefficient of variation (CV)	0.53555512
Kurtosis	4.2255936
Mean	148.03652
Median Absolute Deviation (MAD)	25
Skewness	2.0107732
Sum	52701
Variance	6285.5902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	10	2.5%
93	9	2.2%
100	9	2.2%
107	8	2.0%
131	6	1.5%
140	6	1.5%
109	6	1.5%
92	6	1.5%
117	6	1.5%
130	6	1.5%
Other values (136)	284	71.0%
(Missing)	44	11.0%

Value	Count	Frequency (%)
22	1	0.2%
70	5	1.2%
74	3	0.8%
75	2	0.5%
76	4	1.0%
78	3	0.8%
79	3	0.8%
80	2	0.5%
81	3	0.8%
82	3	0.8%

Value	Count	Frequency (%)
490	2	0.5%
463	1	0.2%
447	1	0.2%
425	1	0.2%
424	2	0.5%
423	1	0.2%
415	1	0.2%
410	1	0.2%
380	1	0.2%
360	2	0.5%

bu
Real number (ℝ)

High correlation Missing

Distinct	118
Distinct (%)	31.0%
Missing	19
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	57.425722

Minimum	1.5
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	1.5
5-th percentile	17
Q1	27
median	42
Q3	66
95-th percentile	162
Maximum	391
Range	389.5
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	50.503006
Coefficient of variation (CV)	0.87944921
Kurtosis	9.3452886
Mean	57.425722
Median Absolute Deviation (MAD)	16
Skewness	2.6343745
Sum	21879.2
Variance	2550.5536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	15	3.8%
25	13	3.2%
19	11	2.8%
40	10	2.5%
15	9	2.2%
48	9	2.2%
50	9	2.2%
18	9	2.2%
32	8	2.0%
49	8	2.0%
Other values (108)	280	70.0%
(Missing)	19	4.8%

Value	Count	Frequency (%)
1.5	1	0.2%
10	2	0.5%
15	9	2.2%
16	7	1.8%
17	7	1.8%
18	9	2.2%
19	11	2.8%
20	7	1.8%
21	1	0.2%
22	6	1.5%

Value	Count	Frequency (%)
391	1	0.2%
322	1	0.2%
309	1	0.2%
241	1	0.2%
235	1	0.2%
223	1	0.2%
219	1	0.2%
217	1	0.2%
215	1	0.2%
208	1	0.2%

sc
Real number (ℝ)

High correlation Missing

Distinct	84
Distinct (%)	21.9%
Missing	17
Missing (%)	4.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.0724543

Minimum	0.4
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	0.4
5-th percentile	0.5
Q1	0.9
median	1.3
Q3	2.8
95-th percentile	11.89
Maximum	76
Range	75.6
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	5.7411261
Coefficient of variation (CV)	1.8685798
Kurtosis	79.304345
Mean	3.0724543
Median Absolute Deviation (MAD)	0.6
Skewness	7.5095383
Sum	1176.75
Variance	32.960529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	40	10.0%
1.1	24	6.0%
0.5	23	5.8%
1	23	5.8%
0.9	22	5.5%
0.7	22	5.5%
0.6	18	4.5%
0.8	17	4.2%
2.2	10	2.5%
1.5	9	2.2%
Other values (74)	175	43.8%
(Missing)	17	4.2%

Value	Count	Frequency (%)
0.4	1	0.2%
0.5	23	5.8%
0.6	18	4.5%
0.7	22	5.5%
0.8	17	4.2%
0.9	22	5.5%
1	23	5.8%
1.1	24	6.0%
1.2	40	10.0%
1.3	8	2.0%

Value	Count	Frequency (%)
76	1	0.2%
48.1	1	0.2%
32	1	0.2%
24	1	0.2%
18.1	1	0.2%
18	1	0.2%
16.9	1	0.2%
16.4	1	0.2%
15.2	1	0.2%
15	1	0.2%

sod
Categorical

High correlation Missing

Distinct	34
Distinct (%)	10.9%
Missing	87
Missing (%)	21.8%
Memory size	6.2 KiB

135	40
140	25
141	22
139	21
142	20
Other values (29)	185

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	939
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	2.2%

Sample

1st row	111
2nd row	142
3rd row	104
4th row	114
5th row	131

Common Values

Value	Count	Frequency (%)
135	40	10.0%
140	25	6.2%
141	22	5.5%
139	21	5.2%
142	20	5.0%
138	20	5.0%
137	19	4.8%
136	17	4.2%
150	17	4.2%
147	13	3.2%
Other values (24)	99	24.8%
(Missing)	87	21.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
135	40	12.8%
140	25	8.0%
141	22	7.0%
139	21	6.7%
142	20	6.4%
138	20	6.4%
137	19	6.1%
150	17	5.4%
136	17	5.4%
147	13	4.2%
Other values (24)	99	31.6%

Most occurring characters

Value	Count	Frequency (%)
1	350	37.3%
3	172	18.3%
4	136	14.5%
5	72	7.7%
0	52	5.5%
2	48	5.1%
7	35	3.7%
6	29	3.1%
9	22	2.3%
8	22	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	939	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	350	37.3%
3	172	18.3%
4	136	14.5%
5	72	7.7%
0	52	5.5%
2	48	5.1%
7	35	3.7%
6	29	3.1%
9	22	2.3%
8	22	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	939	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	350	37.3%
3	172	18.3%
4	136	14.5%
5	72	7.7%
0	52	5.5%
2	48	5.1%
7	35	3.7%
6	29	3.1%
9	22	2.3%
8	22	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	939	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	350	37.3%
3	172	18.3%
4	136	14.5%
5	72	7.7%
0	52	5.5%
2	48	5.1%
7	35	3.7%
6	29	3.1%
9	22	2.3%
8	22	2.3%

pot
Categorical

Missing

Distinct	40
Distinct (%)	12.8%
Missing	88
Missing (%)	22.0%
Memory size	6.2 KiB

3.5	30
5	30
4.9	27
4.7	17
4.8	16
Other values (35)	192

Length

Max length	3
Median length	3
Mean length	2.6987179
Min length	1

Characters and Unicode

Total characters	842
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	2.6%

Sample

1st row	2.5
2nd row	3.2
3rd row	4
4th row	3.7
5th row	4.2

Common Values

Value	Count	Frequency (%)
3.5	30	7.5%
5	30	7.5%
4.9	27	6.8%
4.7	17	4.2%
4.8	16	4.0%
4.2	14	3.5%
3.8	14	3.5%
3.9	14	3.5%
4.4	14	3.5%
4.1	14	3.5%
Other values (30)	122	30.5%
(Missing)	88	22.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3.5	30	9.6%
5	30	9.6%
4.9	27	8.7%
4.7	17	5.4%
4.8	16	5.1%
4.2	14	4.5%
3.8	14	4.5%
3.9	14	4.5%
4.4	14	4.5%
4.1	14	4.5%
Other values (30)	122	39.1%

Most occurring characters

Value	Count	Frequency (%)
.	264	31.4%
4	172	20.4%
3	114	13.5%
5	106	12.6%
9	47	5.6%
7	36	4.3%
8	33	3.9%
2	29	3.4%
6	26	3.1%
1	15	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	842	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	264	31.4%
4	172	20.4%
3	114	13.5%
5	106	12.6%
9	47	5.6%
7	36	4.3%
8	33	3.9%
2	29	3.4%
6	26	3.1%
1	15	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	842	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	264	31.4%
4	172	20.4%
3	114	13.5%
5	106	12.6%
9	47	5.6%
7	36	4.3%
8	33	3.9%
2	29	3.4%
6	26	3.1%
1	15	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	842	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	264	31.4%
4	172	20.4%
3	114	13.5%
5	106	12.6%
9	47	5.6%
7	36	4.3%
8	33	3.9%
2	29	3.4%
6	26	3.1%
1	15	1.8%

hemo
Real number (ℝ)

High correlation Missing

Distinct	115
Distinct (%)	33.0%
Missing	52
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.526437

Minimum	3.1
Maximum	17.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	3.1
5-th percentile	7.9
Q1	10.3
median	12.65
Q3	15
95-th percentile	16.9
Maximum	17.8
Range	14.7
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	2.9125866
Coefficient of variation (CV)	0.23251517
Kurtosis	-0.47139804
Mean	12.526437
Median Absolute Deviation (MAD)	2.35
Skewness	-0.33509468
Sum	4359.2
Variance	8.4831608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	16	4.0%
10.9	8	2.0%
13.6	7	1.8%
13	7	1.8%
9.8	7	1.8%
11.1	7	1.8%
10.3	6	1.5%
11.3	6	1.5%
13.9	6	1.5%
12	6	1.5%
Other values (105)	272	68.0%
(Missing)	52	13.0%

Value	Count	Frequency (%)
3.1	1	0.2%
4.8	1	0.2%
5.5	1	0.2%
5.6	1	0.2%
5.8	1	0.2%
6	2	0.5%
6.1	1	0.2%
6.2	1	0.2%
6.3	1	0.2%
6.6	1	0.2%

Value	Count	Frequency (%)
17.8	3	0.8%
17.7	1	0.2%
17.6	1	0.2%
17.5	1	0.2%
17.4	2	0.5%
17.3	1	0.2%
17.2	2	0.5%
17.1	2	0.5%
17	4	1.0%
16.9	2	0.5%

pcv
Categorical

High correlation Missing

Distinct	42
Distinct (%)	12.8%
Missing	71
Missing (%)	17.8%
Memory size	6.2 KiB

52	21
41	21
44	19
48	19
40	16
Other values (37)	233

Length

Max length	2
Median length	2
Mean length	1.9969605
Min length	1

Characters and Unicode

Total characters	657
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	2.4%

Sample

1st row	44
2nd row	38
3rd row	31
4th row	32
5th row	35

Common Values

Value	Count	Frequency (%)
52	21	5.2%
41	21	5.2%
44	19	4.8%
48	19	4.8%
40	16	4.0%
43	15	3.8%
45	13	3.2%
42	13	3.2%
50	12	3.0%
32	12	3.0%
Other values (32)	168	42.0%
(Missing)	71	17.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
52	21	6.4%
41	21	6.4%
44	19	5.8%
48	19	5.8%
40	16	4.9%
43	15	4.6%
45	13	4.0%
42	13	4.0%
28	12	3.6%
36	12	3.6%
Other values (32)	168	51.1%

Most occurring characters

Value	Count	Frequency (%)
4	175	26.6%
3	129	19.6%
2	96	14.6%
5	71	10.8%
1	41	6.2%
0	38	5.8%
8	37	5.6%
6	28	4.3%
9	23	3.5%
7	19	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	657	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	175	26.6%
3	129	19.6%
2	96	14.6%
5	71	10.8%
1	41	6.2%
0	38	5.8%
8	37	5.6%
6	28	4.3%
9	23	3.5%
7	19	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	657	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	175	26.6%
3	129	19.6%
2	96	14.6%
5	71	10.8%
1	41	6.2%
0	38	5.8%
8	37	5.6%
6	28	4.3%
9	23	3.5%
7	19	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	657	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	175	26.6%
3	129	19.6%
2	96	14.6%
5	71	10.8%
1	41	6.2%
0	38	5.8%
8	37	5.6%
6	28	4.3%
9	23	3.5%
7	19	2.9%

wbcc
Real number (ℝ)

Missing

Distinct	89
Distinct (%)	30.3%
Missing	106
Missing (%)	26.5%
Infinite	0
Infinite (%)	0.0%
Mean	8406.1224

Minimum	2200
Maximum	26400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.2 KiB

Quantile statistics

Minimum	2200
5-th percentile	4500
Q1	6500
median	8000
Q3	9800
95-th percentile	12940
Maximum	26400
Range	24200
Interquartile range (IQR)	3300

Descriptive statistics

Standard deviation	2944.4742
Coefficient of variation (CV)	0.35027734
Kurtosis	6.1506398
Mean	8406.1224
Median Absolute Deviation (MAD)	1700
Skewness	1.6215894
Sum	2471400
Variance	8669928.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9800	11	2.8%
6700	10	2.5%
9600	9	2.2%
7200	9	2.2%
9200	9	2.2%
6900	8	2.0%
5800	8	2.0%
11000	8	2.0%
7800	7	1.8%
7000	7	1.8%
Other values (79)	208	52.0%
(Missing)	106	26.5%

Value	Count	Frequency (%)
2200	1	0.2%
2600	1	0.2%
3800	2	0.5%
4100	1	0.2%
4200	3	0.8%
4300	6	1.5%
4500	3	0.8%
4700	4	1.0%
4900	1	0.2%
5000	5	1.2%

Value	Count	Frequency (%)
26400	1	0.2%
21600	1	0.2%
19100	1	0.2%
18900	1	0.2%
16700	1	0.2%
16300	1	0.2%
15700	1	0.2%
15200	2	0.5%
14900	1	0.2%
14600	2	0.5%

rbcc
Categorical

High correlation Missing

Distinct	45
Distinct (%)	16.7%
Missing	131
Missing (%)	32.8%
Memory size	6.2 KiB

5.2	18
4.5	16
4.9	14
4.7	11
3.9	10
Other values (40)	200

Length

Max length	3
Median length	3
Mean length	2.8215613
Min length	1

Characters and Unicode

Total characters	759
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	1.1%

Sample

1st row	5.2
2nd row	3.9
3rd row	4.6
4th row	4.4
5th row	5

Common Values

Value	Count	Frequency (%)
5.2	18	4.5%
4.5	16	4.0%
4.9	14	3.5%
4.7	11	2.8%
3.9	10	2.5%
5	10	2.5%
4.8	10	2.5%
4.6	9	2.2%
3.4	9	2.2%
6.1	8	2.0%
Other values (35)	154	38.5%
(Missing)	131	32.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
5.2	18	6.7%
4.5	16	5.9%
4.9	14	5.2%
4.7	11	4.1%
3.9	10	3.7%
5	10	3.7%
4.8	10	3.7%
4.6	9	3.3%
3.4	9	3.3%
3.7	8	3.0%
Other values (35)	154	57.2%

Most occurring characters

Value	Count	Frequency (%)
.	245	32.3%
5	115	15.2%
4	115	15.2%
3	75	9.9%
6	52	6.9%
2	48	6.3%
9	34	4.5%
8	27	3.6%
7	26	3.4%
1	22	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	759	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	245	32.3%
5	115	15.2%
4	115	15.2%
3	75	9.9%
6	52	6.9%
2	48	6.3%
9	34	4.5%
8	27	3.6%
7	26	3.4%
1	22	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	759	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	245	32.3%
5	115	15.2%
4	115	15.2%
3	75	9.9%
6	52	6.9%
2	48	6.3%
9	34	4.5%
8	27	3.6%
7	26	3.4%
1	22	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	759	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	245	32.3%
5	115	15.2%
4	115	15.2%
3	75	9.9%
6	52	6.9%
2	48	6.3%
9	34	4.5%
8	27	3.6%
7	26	3.4%
1	22	2.9%

htn
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	3.9 KiB

False	251
True	147
(Missing)	2

Value	Count	Frequency (%)
False	251	62.7%
True	147	36.8%
(Missing)	2	0.5%

dm
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	3.9 KiB

False	261
True	137
(Missing)	2

Value	Count	Frequency (%)
False	261	65.2%
True	137	34.2%
(Missing)	2	0.5%

cad
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	3.9 KiB

False	364
True	34
(Missing)	2

Value	Count	Frequency (%)
False	364	91.0%
True	34	8.5%
(Missing)	2	0.5%

appet
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	6.2 KiB

good	317
poor	82

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1,596
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	good
2nd row	good
3rd row	poor
4th row	poor
5th row	good

Common Values

Value	Count	Frequency (%)
good	317	79.2%
poor	82	20.5%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
good	317	79.4%
poor	82	20.6%

Most occurring characters

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

pe
Boolean

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	3.9 KiB

False	323
True	76
(Missing)	1

Value	Count	Frequency (%)
False	323	80.8%
True	76	19.0%
(Missing)	1	0.2%

ane
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	3.9 KiB

False	339
True	60
(Missing)	1

Value	Count	Frequency (%)
False	339	84.8%
True	60	15.0%
(Missing)	1	0.2%

class
Categorical

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.2 KiB

ckd	250
notckd	150

Length

Max length	6
Median length	3
Mean length	4.125
Min length	3

Characters and Unicode

Total characters	1,650
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ckd
2nd row	ckd
3rd row	ckd
4th row	ckd
5th row	ckd

Common Values

Value	Count	Frequency (%)
ckd	250	62.5%
notckd	150	37.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ckd	250	62.5%
notckd	150	37.5%

Most occurring characters

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Interactions

Correlations

	age	al	ane	appet	ba	bgr	bp	bu	cad	class	dm	hemo	htn	pc	pcc	pcv	pe	pot	rbc	rbcc	sc	sg	sod	su	wbcc
age	1.000	0.109	0.209	0.173	0.000	0.299	0.010	0.309	0.053	0.313	0.285	-0.230	0.273	0.000	0.000	0.054	0.192	0.043	0.000	0.141	0.350	0.000	0.025	0.000	0.162
al	0.109	1.000	0.344	0.377	0.410	0.334	0.185	0.552	0.332	0.726	0.458	0.447	0.549	0.588	0.453	0.384	0.474	0.285	0.533	0.393	0.599	0.287	0.529	0.160	0.263
ane	0.209	0.344	1.000	0.241	0.000	0.360	0.284	0.552	0.000	0.314	0.167	0.614	0.336	0.315	0.155	0.622	0.191	0.389	0.163	0.602	0.572	0.249	0.378	0.145	0.286
appet	0.173	0.377	0.241	1.000	0.125	0.419	0.250	0.397	0.135	0.383	0.313	0.435	0.333	0.303	0.171	0.457	0.406	0.308	0.262	0.473	0.468	0.274	0.313	0.257	0.244
ba	0.000	0.410	0.000	0.125	1.000	0.248	0.109	0.451	0.133	0.167	0.043	0.210	0.056	0.311	0.252	0.226	0.108	0.055	0.148	0.260	0.433	0.204	0.328	0.186	0.382
bgr	0.299	0.334	0.360	0.419	0.248	1.000	0.406	0.195	0.497	0.192	0.485	-0.349	0.380	0.370	0.330	0.258	0.369	0.442	0.470	0.249	0.359	0.182	0.240	0.616	0.110
bp	0.010	0.185	0.284	0.250	0.109	0.406	1.000	0.000	0.000	0.459	0.275	0.319	0.360	0.285	0.151	0.377	0.173	0.176	0.394	0.380	0.204	0.170	0.256	0.154	0.196
bu	0.309	0.552	0.552	0.397	0.451	0.195	0.000	1.000	0.486	0.282	0.381	-0.592	0.493	0.488	0.471	0.351	0.346	0.457	0.532	0.335	0.703	0.238	0.398	0.420	0.094
cad	0.053	0.332	0.000	0.135	0.133	0.497	0.000	0.486	1.000	0.220	0.256	0.291	0.312	0.194	0.165	0.393	0.152	0.351	0.161	0.558	0.457	0.158	0.340	0.382	0.000
class	0.313	0.726	0.314	0.383	0.167	0.192	0.459	0.282	0.220	1.000	0.550	0.690	0.582	0.452	0.250	0.774	0.365	0.472	0.542	0.726	0.651	0.789	0.535	0.366	0.000
dm	0.285	0.458	0.167	0.313	0.043	0.485	0.275	0.381	0.256	0.550	1.000	0.427	0.600	0.289	0.145	0.521	0.296	0.418	0.321	0.537	0.529	0.450	0.431	0.549	0.093
hemo	-0.230	0.447	0.614	0.435	0.210	-0.349	0.319	-0.592	0.291	0.690	0.427	1.000	0.491	0.479	0.313	0.451	0.323	0.286	0.471	0.287	-0.726	0.261	0.212	0.113	-0.165
htn	0.273	0.549	0.336	0.333	0.056	0.380	0.360	0.493	0.312	0.582	0.600	0.491	1.000	0.372	0.177	0.605	0.360	0.351	0.289	0.645	0.624	0.419	0.475	0.370	0.020
pc	0.000	0.588	0.315	0.303	0.311	0.370	0.285	0.488	0.194	0.452	0.289	0.479	0.372	1.000	0.501	0.577	0.403	0.359	0.410	0.539	0.542	0.385	0.468	0.222	0.126
pcc	0.000	0.453	0.155	0.171	0.252	0.330	0.151	0.471	0.165	0.250	0.145	0.313	0.177	0.501	1.000	0.351	0.077	0.367	0.069	0.316	0.392	0.284	0.377	0.197	0.307
pcv	0.054	0.384	0.622	0.457	0.226	0.258	0.377	0.351	0.393	0.774	0.521	0.451	0.605	0.577	0.351	1.000	0.458	0.296	0.532	0.316	0.405	0.298	0.271	0.246	0.093
pe	0.192	0.474	0.191	0.406	0.108	0.369	0.173	0.346	0.152	0.365	0.296	0.323	0.360	0.403	0.077	0.458	1.000	0.300	0.282	0.456	0.440	0.352	0.324	0.165	0.230
pot	0.043	0.285	0.389	0.308	0.055	0.442	0.176	0.457	0.351	0.472	0.418	0.286	0.351	0.359	0.367	0.296	0.300	1.000	0.416	0.245	0.439	0.327	0.259	0.329	0.163
rbc	0.000	0.533	0.163	0.262	0.148	0.470	0.394	0.532	0.161	0.542	0.321	0.471	0.289	0.410	0.069	0.532	0.282	0.416	1.000	0.401	0.572	0.435	0.480	0.213	0.278
rbcc	0.141	0.393	0.602	0.473	0.260	0.249	0.380	0.335	0.558	0.726	0.537	0.287	0.645	0.539	0.316	0.316	0.456	0.245	0.401	1.000	0.389	0.317	0.283	0.218	0.058
sc	0.350	0.599	0.572	0.468	0.433	0.359	0.204	0.703	0.457	0.651	0.529	-0.726	0.624	0.542	0.392	0.405	0.440	0.439	0.572	0.389	1.000	0.412	0.480	0.368	0.127
sg	0.000	0.287	0.249	0.274	0.204	0.182	0.170	0.238	0.158	0.789	0.450	0.261	0.419	0.385	0.284	0.298	0.352	0.327	0.435	0.317	0.412	1.000	0.402	0.183	0.152
sod	0.025	0.529	0.378	0.313	0.328	0.240	0.256	0.398	0.340	0.535	0.431	0.212	0.475	0.468	0.377	0.271	0.324	0.259	0.480	0.283	0.480	0.402	1.000	0.255	0.293
su	0.000	0.160	0.145	0.257	0.186	0.616	0.154	0.420	0.382	0.366	0.549	0.113	0.370	0.222	0.197	0.246	0.165	0.329	0.213	0.218	0.368	0.183	0.255	1.000	0.394
wbcc	0.162	0.263	0.286	0.244	0.382	0.110	0.196	0.094	0.000	0.000	0.093	-0.165	0.020	0.126	0.307	0.093	0.230	0.163	0.278	0.058	0.127	0.152	0.293	0.394	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	age	bp	sg	al	su	rbc	pc	pcc	ba	bgr	bu	sc	sod	pot	hemo	pcv	wbcc	rbcc	htn	dm	cad	appet	pe	ane	class
0	48	80	1.02	1	0	NaN	normal	notpresent	notpresent	121	36	1.2	NaN	NaN	15.4	44	7800	5.2	yes	yes	no	good	no	no	ckd
1	7	50	1.02	4	0	NaN	normal	notpresent	notpresent	NaN	18	0.8	NaN	NaN	11.3	38	6000	NaN	no	no	no	good	no	no	ckd
2	62	80	1.01	2	3	normal	normal	notpresent	notpresent	423	53	1.8	NaN	NaN	9.6	31	7500	NaN	no	yes	no	poor	no	yes	ckd
3	48	70	1.005	4	0	normal	abnormal	present	notpresent	117	56	3.8	111	2.5	11.2	32	6700	3.9	yes	no	no	poor	yes	yes	ckd
4	51	80	1.01	2	0	normal	normal	notpresent	notpresent	106	26	1.4	NaN	NaN	11.6	35	7300	4.6	no	no	no	good	no	no	ckd
5	60	90	1.015	3	0	NaN	NaN	notpresent	notpresent	74	25	1.1	142	3.2	12.2	39	7800	4.4	yes	yes	no	good	yes	no	ckd
6	68	70	1.01	0	0	NaN	normal	notpresent	notpresent	100	54	24	104	4	12.4	36	NaN	NaN	no	no	no	good	no	no	ckd
7	24	NaN	1.015	2	4	normal	abnormal	notpresent	notpresent	410	31	1.1	NaN	NaN	12.4	44	6900	5	no	yes	no	good	yes	no	ckd
8	52	100	1.015	3	0	normal	abnormal	present	notpresent	138	60	1.9	NaN	NaN	10.8	33	9600	4	yes	yes	no	good	no	yes	ckd
9	53	90	1.02	2	0	abnormal	abnormal	present	notpresent	70	107	7.2	114	3.7	9.5	29	12100	3.7	yes	yes	no	poor	no	yes	ckd

	age	bp	sg	rbc	pc	pcc	ba	bgr	bu	sc	sod	pot	hemo	pcv	wbcc	rbcc	htn	dm	cad	appet	pe	ane	class
390	52	80	1.025	normal	normal	notpresent	notpresent	99	25	0.8	135	3.7	15	52	6300	5.3	no	no	no	good	no	no	notckd
391	36	80	1.025	normal	normal	notpresent	notpresent	85	16	1.1	142	4.1	15.6	44	5800	6.3	no	no	no	good	no	no	notckd
392	57	80	1.02	normal	normal	notpresent	notpresent	133	48	1.2	147	4.3	14.8	46	6600	5.5	no	no	no	good	no	no	notckd
393	43	60	1.025	normal	normal	notpresent	notpresent	117	45	0.7	141	4.4	13	54	7400	5.4	no	no	no	good	no	no	notckd
394	50	80	1.02	normal	normal	notpresent	notpresent	137	46	0.8	139	5	14.1	45	9500	4.6	no	no	no	good	no	no	notckd
395	55	80	1.02	normal	normal	notpresent	notpresent	140	49	0.5	150	4.9	15.7	47	6700	4.9	no	no	no	good	no	no	notckd
396	42	70	1.025	normal	normal	notpresent	notpresent	75	31	1.2	141	3.5	16.5	54	7800	6.2	no	no	no	good	no	no	notckd
397	12	80	1.02	normal	normal	notpresent	notpresent	100	26	0.6	137	4.4	15.8	49	6600	5.4	no	no	no	good	no	no	notckd
398	17	60	1.025	normal	normal	notpresent	notpresent	114	50	1	135	4.9	14.2	51	7200	5.9	no	no	no	good	no	no	notckd
399	58	80	1.025	normal	normal	notpresent	notpresent	131	18	1.1	141	3.5	15.8	53	6800	6.1	no	no	no	good	no	no	notckd

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)